Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 1001 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 187.8 KiB |
| Average record size in memory | 192.1 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 3 |
BILL_AMT1 is highly overall correlated with BILL_AMT2 and 11 other fields | High correlation |
BILL_AMT2 is highly overall correlated with BILL_AMT1 and 11 other fields | High correlation |
BILL_AMT3 is highly overall correlated with BILL_AMT1 and 15 other fields | High correlation |
BILL_AMT4 is highly overall correlated with BILL_AMT1 and 13 other fields | High correlation |
BILL_AMT5 is highly overall correlated with BILL_AMT1 and 13 other fields | High correlation |
BILL_AMT6 is highly overall correlated with BILL_AMT1 and 13 other fields | High correlation |
PAY_0 is highly overall correlated with PAY_2 | High correlation |
PAY_2 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_3 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_4 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_5 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_6 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_AMT1 is highly overall correlated with BILL_AMT1 and 3 other fields | High correlation |
PAY_AMT2 is highly overall correlated with BILL_AMT3 and 6 other fields | High correlation |
PAY_AMT3 is highly overall correlated with BILL_AMT1 and 10 other fields | High correlation |
PAY_AMT4 is highly overall correlated with BILL_AMT3 and 7 other fields | High correlation |
PAY_AMT5 is highly overall correlated with BILL_AMT3 and 5 other fields | High correlation |
PAY_AMT6 is highly overall correlated with BILL_AMT3 and 6 other fields | High correlation |
PAY_0 has 473 (47.3%) zeros | Zeros |
PAY_2 has 525 (52.4%) zeros | Zeros |
PAY_3 has 512 (51.1%) zeros | Zeros |
PAY_4 has 538 (53.7%) zeros | Zeros |
PAY_5 has 542 (54.1%) zeros | Zeros |
PAY_6 has 499 (49.9%) zeros | Zeros |
BILL_AMT1 has 75 (7.5%) zeros | Zeros |
BILL_AMT2 has 100 (10.0%) zeros | Zeros |
BILL_AMT3 has 113 (11.3%) zeros | Zeros |
BILL_AMT4 has 131 (13.1%) zeros | Zeros |
BILL_AMT5 has 138 (13.8%) zeros | Zeros |
BILL_AMT6 has 155 (15.5%) zeros | Zeros |
PAY_AMT1 has 183 (18.3%) zeros | Zeros |
PAY_AMT2 has 205 (20.5%) zeros | Zeros |
PAY_AMT3 has 225 (22.5%) zeros | Zeros |
PAY_AMT4 has 233 (23.3%) zeros | Zeros |
PAY_AMT5 has 237 (23.7%) zeros | Zeros |
PAY_AMT6 has 275 (27.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-02 15:58:42.222297 |
|---|---|
| Analysis finished | 2024-07-02 15:59:35.691335 |
| Duration | 53.47 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
LIMIT_BAL
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167532.47 |
| Minimum | 10000 |
|---|---|
| Maximum | 700000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 420000 |
| Maximum | 700000 |
| Range | 690000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 130587.92 |
|---|---|
| Coefficient of variation (CV) | 0.77947829 |
| Kurtosis | 0.54433431 |
| Mean | 167532.47 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 1.0110186 |
| Sum | 1.677 × 108 |
| Variance | 1.7053205 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50000 | 129 | 12.9% |
| 20000 | 58 | 5.8% |
| 30000 | 57 | 5.7% |
| 200000 | 52 | 5.2% |
| 80000 | 44 | 4.4% |
| 180000 | 36 | 3.6% |
| 360000 | 35 | 3.5% |
| 100000 | 33 | 3.3% |
| 140000 | 32 | 3.2% |
| 60000 | 29 | 2.9% |
| Other values (46) | 496 |
| Value | Count | Frequency (%) |
| 10000 | 13 | 1.3% |
| 20000 | 58 | |
| 30000 | 57 | |
| 40000 | 10 | 1.0% |
| 50000 | 129 | |
| 60000 | 29 | 2.9% |
| 70000 | 23 | 2.3% |
| 80000 | 44 | 4.4% |
| 90000 | 25 | 2.5% |
| 100000 | 33 | 3.3% |
| Value | Count | Frequency (%) |
| 700000 | 1 | 0.1% |
| 630000 | 2 | 0.2% |
| 620000 | 1 | 0.1% |
| 610000 | 1 | 0.1% |
| 600000 | 1 | 0.1% |
| 580000 | 1 | 0.1% |
| 510000 | 2 | 0.2% |
| 500000 | 22 | |
| 490000 | 2 | 0.2% |
| 480000 | 2 | 0.2% |
SEX
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1001 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 590 | |
| 1 | 411 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 590 | |
| 1 | 411 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 590 | |
| 1 | 411 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 590 | |
| 1 | 411 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 590 | |
| 1 | 411 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 590 | |
| 1 | 411 |
EDUCATION
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7762238 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.75091553 |
|---|---|
| Coefficient of variation (CV) | 0.42275953 |
| Kurtosis | 1.7150332 |
| Mean | 1.7762238 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.8750189 |
| Sum | 1778 |
| Variance | 0.56387413 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2 | 447 | |
| 1 | 396 | |
| 3 | 151 | 15.1% |
| 5 | 3 | 0.3% |
| 4 | 2 | 0.2% |
| 6 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 396 | |
| 2 | 447 | |
| 3 | 151 | 15.1% |
| 4 | 2 | 0.2% |
| 5 | 3 | 0.3% |
| 6 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 6 | 2 | 0.2% |
| 5 | 3 | 0.3% |
| 4 | 2 | 0.2% |
| 3 | 151 | 15.1% |
| 2 | 447 | |
| 1 | 396 |
MARRIAGE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 19 |
| 0 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1001 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 570 | |
| 1 | 409 | |
| 3 | 19 | 1.9% |
| 0 | 3 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 570 | |
| 1 | 409 | |
| 3 | 19 | 1.9% |
| 0 | 3 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 570 | |
| 1 | 409 | |
| 3 | 19 | 1.9% |
| 0 | 3 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 570 | |
| 1 | 409 | |
| 3 | 19 | 1.9% |
| 0 | 3 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 570 | |
| 1 | 409 | |
| 3 | 19 | 1.9% |
| 0 | 3 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 570 | |
| 1 | 409 | |
| 3 | 19 | 1.9% |
| 0 | 3 | 0.3% |
AGE
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.945055 |
| Minimum | 21 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 33 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 75 |
| Range | 54 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.2197602 |
|---|---|
| Coefficient of variation (CV) | 0.2638359 |
| Kurtosis | 0.23723143 |
| Mean | 34.945055 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.81757011 |
| Sum | 34980 |
| Variance | 85.003978 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 29 | 57 | 5.7% |
| 27 | 57 | 5.7% |
| 28 | 48 | 4.8% |
| 30 | 48 | 4.8% |
| 34 | 47 | 4.7% |
| 32 | 46 | 4.6% |
| 24 | 43 | 4.3% |
| 26 | 41 | 4.1% |
| 31 | 39 | 3.9% |
| 25 | 37 | 3.7% |
| Other values (34) | 538 |
| Value | Count | Frequency (%) |
| 21 | 1 | 0.1% |
| 22 | 27 | |
| 23 | 35 | |
| 24 | 43 | |
| 25 | 37 | |
| 26 | 41 | |
| 27 | 57 | |
| 28 | 48 | |
| 29 | 57 | |
| 30 | 48 |
| Value | Count | Frequency (%) |
| 75 | 1 | 0.1% |
| 73 | 1 | 0.1% |
| 63 | 1 | 0.1% |
| 61 | 1 | 0.1% |
| 60 | 3 | 0.3% |
| 59 | 3 | 0.3% |
| 58 | 6 | |
| 57 | 6 | |
| 56 | 10 | |
| 55 | 7 |
PAY_0
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.004995005 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 473 |
| Zeros (%) | 47.3% |
| Negative | 294 |
| Negative (%) | 29.4% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1734458 |
|---|---|
| Coefficient of variation (CV) | -234.92385 |
| Kurtosis | 8.0809239 |
| Mean | -0.004995005 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.5091582 |
| Sum | -5 |
| Variance | 1.376975 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 473 | |
| -1 | 214 | |
| 1 | 137 | 13.7% |
| 2 | 83 | 8.3% |
| -2 | 80 | 8.0% |
| 3 | 6 | 0.6% |
| 4 | 4 | 0.4% |
| 8 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| -2 | 80 | 8.0% |
| -1 | 214 | |
| 0 | 473 | |
| 1 | 137 | 13.7% |
| 2 | 83 | 8.3% |
| 3 | 6 | 0.6% |
| 4 | 4 | 0.4% |
| 8 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 8 | 4 | 0.4% |
| 4 | 4 | 0.4% |
| 3 | 6 | 0.6% |
| 2 | 83 | 8.3% |
| 1 | 137 | 13.7% |
| 0 | 473 | |
| -1 | 214 | |
| -2 | 80 | 8.0% |
PAY_2
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.16183816 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 525 |
| Zeros (%) | 52.4% |
| Negative | 338 |
| Negative (%) | 33.8% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.228732 |
|---|---|
| Coefficient of variation (CV) | -7.5923499 |
| Kurtosis | 4.3306832 |
| Mean | -0.16183816 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2084102 |
| Sum | -162 |
| Variance | 1.5097822 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 525 | |
| -1 | 206 | 20.6% |
| -2 | 132 | 13.2% |
| 2 | 123 | 12.3% |
| 3 | 8 | 0.8% |
| 7 | 4 | 0.4% |
| 5 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| -2 | 132 | 13.2% |
| -1 | 206 | 20.6% |
| 0 | 525 | |
| 1 | 1 | 0.1% |
| 2 | 123 | 12.3% |
| 3 | 8 | 0.8% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 7 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 7 | 4 | 0.4% |
| 5 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 3 | 8 | 0.8% |
| 2 | 123 | 12.3% |
| 1 | 1 | 0.1% |
| 0 | 525 | |
| -1 | 206 | 20.6% |
| -2 | 132 | 13.2% |
PAY_3
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.16483516 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 512 |
| Zeros (%) | 51.1% |
| Negative | 347 |
| Negative (%) | 34.7% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2624588 |
|---|---|
| Coefficient of variation (CV) | -7.6589167 |
| Kurtosis | 3.9520619 |
| Mean | -0.16483516 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2268513 |
| Sum | -165 |
| Variance | 1.5938022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 512 | |
| -1 | 208 | |
| -2 | 139 | 13.9% |
| 2 | 129 | 12.9% |
| 4 | 4 | 0.4% |
| 6 | 4 | 0.4% |
| 7 | 2 | 0.2% |
| 3 | 1 | 0.1% |
| 1 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| -2 | 139 | 13.9% |
| -1 | 208 | |
| 0 | 512 | |
| 1 | 1 | 0.1% |
| 2 | 129 | 12.9% |
| 3 | 1 | 0.1% |
| 4 | 4 | 0.4% |
| 5 | 1 | 0.1% |
| 6 | 4 | 0.4% |
| 7 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 7 | 2 | 0.2% |
| 6 | 4 | 0.4% |
| 5 | 1 | 0.1% |
| 4 | 4 | 0.4% |
| 3 | 1 | 0.1% |
| 2 | 129 | 12.9% |
| 1 | 1 | 0.1% |
| 0 | 512 | |
| -1 | 208 | |
| -2 | 139 | 13.9% |
PAY_4
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.28371628 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 538 |
| Zeros (%) | 53.7% |
| Negative | 362 |
| Negative (%) | 36.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1846622 |
|---|---|
| Coefficient of variation (CV) | -4.1755172 |
| Kurtosis | 4.4357101 |
| Mean | -0.28371628 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2170372 |
| Sum | -284 |
| Variance | 1.4034246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 538 | |
| -1 | 204 | 20.4% |
| -2 | 158 | 15.8% |
| 2 | 87 | 8.7% |
| 3 | 5 | 0.5% |
| 5 | 5 | 0.5% |
| 4 | 2 | 0.2% |
| 7 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| -2 | 158 | 15.8% |
| -1 | 204 | 20.4% |
| 0 | 538 | |
| 2 | 87 | 8.7% |
| 3 | 5 | 0.5% |
| 4 | 2 | 0.2% |
| 5 | 5 | 0.5% |
| 7 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 7 | 2 | 0.2% |
| 5 | 5 | 0.5% |
| 4 | 2 | 0.2% |
| 3 | 5 | 0.5% |
| 2 | 87 | 8.7% |
| 0 | 538 | |
| -1 | 204 | 20.4% |
| -2 | 158 | 15.8% |
PAY_5
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.28371628 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 542 |
| Zeros (%) | 54.1% |
| Negative | 356 |
| Negative (%) | 35.6% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1702242 |
|---|---|
| Coefficient of variation (CV) | -4.1246281 |
| Kurtosis | 3.7404585 |
| Mean | -0.28371628 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0532178 |
| Sum | -284 |
| Variance | 1.3694246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 542 | |
| -1 | 194 | 19.4% |
| -2 | 162 | 16.2% |
| 2 | 90 | 9.0% |
| 3 | 5 | 0.5% |
| 4 | 5 | 0.5% |
| 7 | 2 | 0.2% |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| -2 | 162 | 16.2% |
| -1 | 194 | 19.4% |
| 0 | 542 | |
| 2 | 90 | 9.0% |
| 3 | 5 | 0.5% |
| 4 | 5 | 0.5% |
| 5 | 1 | 0.1% |
| 7 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 7 | 2 | 0.2% |
| 5 | 1 | 0.1% |
| 4 | 5 | 0.5% |
| 3 | 5 | 0.5% |
| 2 | 90 | 9.0% |
| 0 | 542 | |
| -1 | 194 | 19.4% |
| -2 | 162 | 16.2% |
PAY_6
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.31468531 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 499 |
| Zeros (%) | 49.9% |
| Negative | 391 |
| Negative (%) | 39.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2032764 |
|---|---|
| Coefficient of variation (CV) | -3.823745 |
| Kurtosis | 3.3288878 |
| Mean | -0.31468531 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0646201 |
| Sum | -315 |
| Variance | 1.4478741 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 499 | |
| -1 | 218 | |
| -2 | 173 | 17.3% |
| 2 | 98 | 9.8% |
| 3 | 8 | 0.8% |
| 6 | 3 | 0.3% |
| 4 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| -2 | 173 | 17.3% |
| -1 | 218 | |
| 0 | 499 | |
| 2 | 98 | 9.8% |
| 3 | 8 | 0.8% |
| 4 | 1 | 0.1% |
| 6 | 3 | 0.3% |
| 7 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | 0.1% |
| 6 | 3 | 0.3% |
| 4 | 1 | 0.1% |
| 3 | 8 | 0.8% |
| 2 | 98 | 9.8% |
| 0 | 499 | |
| -1 | 218 | |
| -2 | 173 | 17.3% |
BILL_AMT1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 904 |
|---|---|
| Distinct (%) | 90.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49386.738 |
| Minimum | -14386 |
|---|---|
| Maximum | 507726 |
| Zeros | 75 |
| Zeros (%) | 7.5% |
| Negative | 22 |
| Negative (%) | 2.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -14386 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3128 |
| median | 21075 |
| Q3 | 59901 |
| 95-th percentile | 199436 |
| Maximum | 507726 |
| Range | 522112 |
| Interquartile range (IQR) | 56773 |
Descriptive statistics
| Standard deviation | 72657.966 |
|---|---|
| Coefficient of variation (CV) | 1.471204 |
| Kurtosis | 8.9708107 |
| Mean | 49386.738 |
| Median Absolute Deviation (MAD) | 20679 |
| Skewness | 2.6710274 |
| Sum | 49436125 |
| Variance | 5.2791801 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 75 | 7.5% |
| 390 | 8 | 0.8% |
| 780 | 4 | 0.4% |
| 396 | 3 | 0.3% |
| 316 | 3 | 0.3% |
| 650 | 2 | 0.2% |
| 550 | 2 | 0.2% |
| 1261 | 2 | 0.2% |
| 1440 | 2 | 0.2% |
| 2000 | 2 | 0.2% |
| Other values (894) | 898 |
| Value | Count | Frequency (%) |
| -14386 | 1 | |
| -2000 | 1 | |
| -1312 | 1 | |
| -1100 | 1 | |
| -946 | 1 | |
| -709 | 1 | |
| -475 | 1 | |
| -288 | 1 | |
| -200 | 2 | |
| -190 | 1 |
| Value | Count | Frequency (%) |
| 507726 | 1 | |
| 507062 | 1 | |
| 471814 | 1 | |
| 467150 | 1 | |
| 422069 | 1 | |
| 400134 | 1 | |
| 386405 | 1 | |
| 367965 | 1 | |
| 366193 | 1 | |
| 355215 | 1 |
BILL_AMT2
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 875 |
|---|---|
| Distinct (%) | 87.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47879.346 |
| Minimum | -13543 |
|---|---|
| Maximum | 509229 |
| Zeros | 100 |
| Zeros (%) | 10.0% |
| Negative | 24 |
| Negative (%) | 2.4% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -13543 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3274 |
| median | 20400 |
| Q3 | 58472 |
| 95-th percentile | 196143 |
| Maximum | 509229 |
| Range | 522772 |
| Interquartile range (IQR) | 55198 |
Descriptive statistics
| Standard deviation | 72090.718 |
|---|---|
| Coefficient of variation (CV) | 1.5056747 |
| Kurtosis | 9.6830793 |
| Mean | 47879.346 |
| Median Absolute Deviation (MAD) | 20084 |
| Skewness | 2.7771264 |
| Sum | 47927225 |
| Variance | 5.1970716 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 100 | 10.0% |
| 390 | 5 | 0.5% |
| 300 | 4 | 0.4% |
| 780 | 4 | 0.4% |
| 316 | 4 | 0.4% |
| 396 | 3 | 0.3% |
| 1261 | 3 | 0.3% |
| 291 | 3 | 0.3% |
| -200 | 3 | 0.3% |
| 1648 | 2 | 0.2% |
| Other values (865) | 870 |
| Value | Count | Frequency (%) |
| -13543 | 1 | |
| -9850 | 1 | |
| -1100 | 1 | |
| -1041 | 1 | |
| -946 | 1 | |
| -818 | 1 | |
| -709 | 1 | |
| -707 | 1 | |
| -425 | 1 | |
| -303 | 1 |
| Value | Count | Frequency (%) |
| 509229 | 1 | |
| 491956 | 1 | |
| 478380 | 1 | |
| 458862 | 1 | |
| 431342 | 1 | |
| 412023 | 1 | |
| 398857 | 1 | |
| 387910 | 1 | |
| 372700 | 1 | |
| 363325 | 1 |
BILL_AMT3
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 863 |
|---|---|
| Distinct (%) | 86.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44925.682 |
| Minimum | -9850 |
|---|---|
| Maximum | 499936 |
| Zeros | 113 |
| Zeros (%) | 11.3% |
| Negative | 22 |
| Negative (%) | 2.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -9850 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1940 |
| median | 19292 |
| Q3 | 54477 |
| 95-th percentile | 186292 |
| Maximum | 499936 |
| Range | 509786 |
| Interquartile range (IQR) | 52537 |
Descriptive statistics
| Standard deviation | 69545.948 |
|---|---|
| Coefficient of variation (CV) | 1.5480221 |
| Kurtosis | 10.630694 |
| Mean | 44925.682 |
| Median Absolute Deviation (MAD) | 18902 |
| Skewness | 2.9014972 |
| Sum | 44970608 |
| Variance | 4.8366389 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 113 | 11.3% |
| 390 | 8 | 0.8% |
| -2 | 3 | 0.3% |
| 316 | 3 | 0.3% |
| 396 | 3 | 0.3% |
| 780 | 3 | 0.3% |
| 29366 | 2 | 0.2% |
| 664 | 2 | 0.2% |
| 18122 | 2 | 0.2% |
| 8441 | 2 | 0.2% |
| Other values (853) | 860 |
| Value | Count | Frequency (%) |
| -9850 | 1 | |
| -2697 | 1 | |
| -1690 | 1 | |
| -946 | 1 | |
| -709 | 1 | |
| -684 | 1 | |
| -527 | 1 | |
| -387 | 1 | |
| -288 | 1 | |
| -281 | 1 |
| Value | Count | Frequency (%) |
| 499936 | 1 | |
| 479432 | 1 | |
| 469703 | 1 | |
| 445007 | 1 | |
| 430637 | 1 | |
| 404205 | 1 | |
| 395612 | 1 | |
| 375948 | 1 | |
| 375070 | 1 | |
| 373181 | 1 |
BILL_AMT4
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 846 |
|---|---|
| Distinct (%) | 84.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40748.409 |
| Minimum | -3684 |
|---|---|
| Maximum | 628699 |
| Zeros | 131 |
| Zeros (%) | 13.1% |
| Negative | 22 |
| Negative (%) | 2.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3684 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1423 |
| median | 17710 |
| Q3 | 48851 |
| 95-th percentile | 167163 |
| Maximum | 628699 |
| Range | 632383 |
| Interquartile range (IQR) | 47428 |
Descriptive statistics
| Standard deviation | 68206.93 |
|---|---|
| Coefficient of variation (CV) | 1.6738551 |
| Kurtosis | 17.864868 |
| Mean | 40748.409 |
| Median Absolute Deviation (MAD) | 17314 |
| Skewness | 3.5782032 |
| Sum | 40789157 |
| Variance | 4.6521852 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 131 | 13.1% |
| 390 | 7 | 0.7% |
| 316 | 5 | 0.5% |
| 300 | 3 | 0.3% |
| 792 | 2 | 0.2% |
| -2 | 2 | 0.2% |
| 362 | 2 | 0.2% |
| 5400 | 2 | 0.2% |
| 2303 | 2 | 0.2% |
| 5818 | 2 | 0.2% |
| Other values (836) | 843 |
| Value | Count | Frequency (%) |
| -3684 | 1 | |
| -2898 | 1 | |
| -2618 | 1 | |
| -946 | 1 | |
| -923 | 1 | |
| -828 | 1 | |
| -810 | 1 | |
| -387 | 1 | |
| -288 | 1 | |
| -281 | 1 |
| Value | Count | Frequency (%) |
| 628699 | 1 | |
| 542653 | 1 | |
| 505507 | 1 | |
| 487066 | 1 | |
| 479978 | 1 | |
| 447130 | 1 | |
| 386295 | 1 | |
| 376657 | 1 | |
| 360199 | 1 | |
| 354839 | 1 |
BILL_AMT5
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 833 |
|---|---|
| Distinct (%) | 83.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39078.666 |
| Minimum | -28335 |
|---|---|
| Maximum | 484612 |
| Zeros | 138 |
| Zeros (%) | 13.8% |
| Negative | 26 |
| Negative (%) | 2.6% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -28335 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1206 |
| median | 17580 |
| Q3 | 46404 |
| 95-th percentile | 165725 |
| Maximum | 484612 |
| Range | 512947 |
| Interquartile range (IQR) | 45198 |
Descriptive statistics
| Standard deviation | 63108.239 |
|---|---|
| Coefficient of variation (CV) | 1.6149026 |
| Kurtosis | 12.846901 |
| Mean | 39078.666 |
| Median Absolute Deviation (MAD) | 17183 |
| Skewness | 3.1071798 |
| Sum | 39117745 |
| Variance | 3.9826498 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 138 | 13.8% |
| 390 | 8 | 0.8% |
| 150 | 3 | 0.3% |
| 2000 | 3 | 0.3% |
| 396 | 3 | 0.3% |
| 316 | 3 | 0.3% |
| 19450 | 2 | 0.2% |
| 792 | 2 | 0.2% |
| -10 | 2 | 0.2% |
| 1980 | 2 | 0.2% |
| Other values (823) | 835 |
| Value | Count | Frequency (%) |
| -28335 | 1 | |
| -5000 | 1 | |
| -3272 | 1 | |
| -1488 | 1 | |
| -1005 | 1 | |
| -946 | 1 | |
| -783 | 1 | |
| -679 | 1 | |
| -527 | 1 | |
| -420 | 1 |
| Value | Count | Frequency (%) |
| 484612 | 1 | |
| 483003 | 1 | |
| 471145 | 1 | |
| 440982 | 1 | |
| 369532 | 1 | |
| 356656 | 1 | |
| 356636 | 1 | |
| 356206 | 1 | |
| 335760 | 1 | |
| 315820 | 1 |
BILL_AMT6
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 821 |
|---|---|
| Distinct (%) | 82.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38012.012 |
| Minimum | -339603 |
|---|---|
| Maximum | 473944 |
| Zeros | 155 |
| Zeros (%) | 15.5% |
| Negative | 18 |
| Negative (%) | 1.8% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 830 |
| median | 15846 |
| Q3 | 46557 |
| 95-th percentile | 167964 |
| Maximum | 473944 |
| Range | 813547 |
| Interquartile range (IQR) | 45727 |
Descriptive statistics
| Standard deviation | 63074.415 |
|---|---|
| Coefficient of variation (CV) | 1.6593285 |
| Kurtosis | 12.168596 |
| Mean | 38012.012 |
| Median Absolute Deviation (MAD) | 15646 |
| Skewness | 2.6366912 |
| Sum | 38050024 |
| Variance | 3.9783818 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 155 | 15.5% |
| 390 | 8 | 0.8% |
| 316 | 4 | 0.4% |
| 150 | 4 | 0.4% |
| 291 | 3 | 0.3% |
| 780 | 3 | 0.3% |
| 1320 | 3 | 0.3% |
| -2 | 2 | 0.2% |
| 101299 | 2 | 0.2% |
| -200 | 2 | 0.2% |
| Other values (811) | 815 |
| Value | Count | Frequency (%) |
| -339603 | 1 | |
| -3272 | 1 | |
| -1884 | 1 | |
| -946 | 1 | |
| -780 | 1 | |
| -304 | 1 | |
| -281 | 1 | |
| -246 | 1 | |
| -200 | 2 | |
| -189 | 1 |
| Value | Count | Frequency (%) |
| 473944 | 1 | |
| 469961 | 1 | |
| 434715 | 1 | |
| 419643 | 1 | |
| 367399 | 1 | |
| 364089 | 1 | |
| 352257 | 1 | |
| 330121 | 1 | |
| 309959 | 1 | |
| 305498 | 1 |
PAY_AMT1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 522 |
|---|---|
| Distinct (%) | 52.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5382.3397 |
| Minimum | 0 |
|---|---|
| Maximum | 199646 |
| Zeros | 183 |
| Zeros (%) | 18.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2184 |
| Q3 | 5090 |
| 95-th percentile | 20000 |
| Maximum | 199646 |
| Range | 199646 |
| Interquartile range (IQR) | 4090 |
Descriptive statistics
| Standard deviation | 12180.755 |
|---|---|
| Coefficient of variation (CV) | 2.2630967 |
| Kurtosis | 88.348075 |
| Mean | 5382.3397 |
| Median Absolute Deviation (MAD) | 1944 |
| Skewness | 7.7498929 |
| Sum | 5387722 |
| Variance | 1.483708 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 183 | 18.3% |
| 2000 | 39 | 3.9% |
| 3000 | 32 | 3.2% |
| 2500 | 20 | 2.0% |
| 10000 | 19 | 1.9% |
| 5000 | 17 | 1.7% |
| 1000 | 16 | 1.6% |
| 1500 | 13 | 1.3% |
| 4000 | 11 | 1.1% |
| 1800 | 9 | 0.9% |
| Other values (512) | 642 |
| Value | Count | Frequency (%) |
| 0 | 183 | |
| 1 | 1 | 0.1% |
| 39 | 2 | 0.2% |
| 92 | 1 | 0.1% |
| 100 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| 131 | 1 | 0.1% |
| 138 | 1 | 0.1% |
| 157 | 1 | 0.1% |
| 165 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 199646 | 1 | |
| 120093 | 1 | |
| 120041 | 1 | |
| 90000 | 1 | |
| 81690 | 1 | |
| 80000 | 2 | |
| 70010 | 1 | |
| 67650 | 1 | |
| 57087 | 1 | |
| 55000 | 1 |
PAY_AMT2
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 520 |
|---|---|
| Distinct (%) | 51.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5051.4006 |
| Minimum | 0 |
|---|---|
| Maximum | 285138 |
| Zeros | 205 |
| Zeros (%) | 20.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1710 |
| Q3 | 4500 |
| 95-th percentile | 16025 |
| Maximum | 285138 |
| Range | 285138 |
| Interquartile range (IQR) | 4110 |
Descriptive statistics
| Standard deviation | 15626.153 |
|---|---|
| Coefficient of variation (CV) | 3.0934298 |
| Kurtosis | 151.07827 |
| Mean | 5051.4006 |
| Median Absolute Deviation (MAD) | 1710 |
| Skewness | 10.752948 |
| Sum | 5056452 |
| Variance | 2.4417666 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 205 | 20.5% |
| 2000 | 29 | 2.9% |
| 3000 | 27 | 2.7% |
| 5000 | 27 | 2.7% |
| 1500 | 26 | 2.6% |
| 1000 | 24 | 2.4% |
| 1600 | 12 | 1.2% |
| 1400 | 10 | 1.0% |
| 1200 | 10 | 1.0% |
| 390 | 9 | 0.9% |
| Other values (510) | 622 |
| Value | Count | Frequency (%) |
| 0 | 205 | |
| 1 | 1 | 0.1% |
| 2 | 2 | 0.2% |
| 3 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 285138 | 1 | |
| 199982 | 1 | |
| 177671 | 1 | |
| 145000 | 1 | |
| 104279 | 1 | |
| 88678 | 1 | |
| 84440 | 1 | |
| 75720 | 1 | |
| 55693 | 1 | |
| 52110 | 1 |
PAY_AMT3
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 496 |
|---|---|
| Distinct (%) | 49.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4176.1499 |
| Minimum | 0 |
|---|---|
| Maximum | 133657 |
| Zeros | 225 |
| Zeros (%) | 22.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 228 |
| median | 1206 |
| Q3 | 3720 |
| 95-th percentile | 14328 |
| Maximum | 133657 |
| Range | 133657 |
| Interquartile range (IQR) | 3492 |
Descriptive statistics
| Standard deviation | 10514.648 |
|---|---|
| Coefficient of variation (CV) | 2.517785 |
| Kurtosis | 59.690678 |
| Mean | 4176.1499 |
| Median Absolute Deviation (MAD) | 1206 |
| Skewness | 6.7443772 |
| Sum | 4180326 |
| Variance | 1.1055781 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 225 | 22.5% |
| 1000 | 50 | 5.0% |
| 2000 | 38 | 3.8% |
| 3000 | 35 | 3.5% |
| 5000 | 22 | 2.2% |
| 1500 | 12 | 1.2% |
| 10000 | 10 | 1.0% |
| 6000 | 10 | 1.0% |
| 500 | 9 | 0.9% |
| 1100 | 9 | 0.9% |
| Other values (486) | 581 |
| Value | Count | Frequency (%) |
| 0 | 225 | |
| 3 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 50 | 1 | 0.1% |
| 54 | 1 | 0.1% |
| 87 | 1 | 0.1% |
| 91 | 1 | 0.1% |
| 100 | 1 | 0.1% |
| 116 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 133657 | 1 | |
| 130000 | 1 | |
| 89000 | 1 | |
| 80000 | 1 | |
| 75940 | 1 | |
| 74354 | 1 | |
| 68454 | 1 | |
| 65840 | 1 | |
| 62520 | 1 | |
| 61411 | 1 |
PAY_AMT4
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 482 |
|---|---|
| Distinct (%) | 48.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4671.4885 |
| Minimum | 0 |
|---|---|
| Maximum | 188840 |
| Zeros | 233 |
| Zeros (%) | 23.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 148 |
| median | 1398 |
| Q3 | 4000 |
| 95-th percentile | 17000 |
| Maximum | 188840 |
| Range | 188840 |
| Interquartile range (IQR) | 3852 |
Descriptive statistics
| Standard deviation | 13269.944 |
|---|---|
| Coefficient of variation (CV) | 2.8406243 |
| Kurtosis | 70.527373 |
| Mean | 4671.4885 |
| Median Absolute Deviation (MAD) | 1398 |
| Skewness | 7.4547752 |
| Sum | 4676160 |
| Variance | 1.7609141 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 233 | |
| 1000 | 43 | 4.3% |
| 2000 | 35 | 3.5% |
| 5000 | 24 | 2.4% |
| 3000 | 24 | 2.4% |
| 1500 | 18 | 1.8% |
| 4000 | 16 | 1.6% |
| 500 | 13 | 1.3% |
| 2500 | 11 | 1.1% |
| 390 | 8 | 0.8% |
| Other values (472) | 576 |
| Value | Count | Frequency (%) |
| 0 | 233 | |
| 6 | 3 | 0.3% |
| 7 | 1 | 0.1% |
| 17 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 64 | 1 | 0.1% |
| 69 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 92 | 1 | 0.1% |
| 98 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 188840 | 1 | |
| 146900 | 1 | |
| 107591 | 1 | |
| 100000 | 2 | |
| 99669 | 1 | |
| 99000 | 1 | |
| 97441 | 1 | |
| 88348 | 1 | |
| 80552 | 1 | |
| 79377 | 1 |
PAY_AMT5
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 480 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5331.05 |
| Minimum | 0 |
|---|---|
| Maximum | 195599 |
| Zeros | 237 |
| Zeros (%) | 23.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 189 |
| median | 1306 |
| Q3 | 3745 |
| 95-th percentile | 17000 |
| Maximum | 195599 |
| Range | 195599 |
| Interquartile range (IQR) | 3556 |
Descriptive statistics
| Standard deviation | 16812.537 |
|---|---|
| Coefficient of variation (CV) | 3.1537009 |
| Kurtosis | 58.238593 |
| Mean | 5331.05 |
| Median Absolute Deviation (MAD) | 1306 |
| Skewness | 7.0346324 |
| Sum | 5336381 |
| Variance | 2.826614 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 237 | |
| 1000 | 41 | 4.1% |
| 3000 | 35 | 3.5% |
| 2000 | 32 | 3.2% |
| 1500 | 24 | 2.4% |
| 5000 | 19 | 1.9% |
| 4000 | 12 | 1.2% |
| 500 | 9 | 0.9% |
| 1200 | 8 | 0.8% |
| 3500 | 8 | 0.8% |
| Other values (470) | 576 |
| Value | Count | Frequency (%) |
| 0 | 237 | |
| 12 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| 91 | 1 | 0.1% |
| 100 | 1 | 0.1% |
| 150 | 4 | 0.4% |
| 160 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| 169 | 1 | 0.1% |
| 175 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 195599 | 1 | 0.1% |
| 184922 | 1 | 0.1% |
| 162000 | 1 | 0.1% |
| 160719 | 1 | 0.1% |
| 133841 | 1 | 0.1% |
| 132200 | 1 | 0.1% |
| 130291 | 1 | 0.1% |
| 101005 | 1 | 0.1% |
| 100000 | 3 | |
| 85900 | 1 | 0.1% |
PAY_AMT6
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 436 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5090.7043 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 275 |
| Zeros (%) | 27.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1250 |
| Q3 | 3784 |
| 95-th percentile | 13770 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3784 |
Descriptive statistics
| Standard deviation | 23658.888 |
|---|---|
| Coefficient of variation (CV) | 4.6474685 |
| Kurtosis | 289.91556 |
| Mean | 5090.7043 |
| Median Absolute Deviation (MAD) | 1250 |
| Skewness | 15.241538 |
| Sum | 5095795 |
| Variance | 5.5974298 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 275 | |
| 2000 | 50 | 5.0% |
| 1000 | 49 | 4.9% |
| 3000 | 28 | 2.8% |
| 5000 | 25 | 2.5% |
| 1500 | 15 | 1.5% |
| 2500 | 15 | 1.5% |
| 4000 | 12 | 1.2% |
| 10000 | 12 | 1.2% |
| 6000 | 9 | 0.9% |
| Other values (426) | 511 |
| Value | Count | Frequency (%) |
| 0 | 275 | |
| 1 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| 62 | 1 | 0.1% |
| 66 | 2 | 0.2% |
| 95 | 1 | 0.1% |
| 100 | 2 | 0.2% |
| 102 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 528666 | 1 | |
| 345293 | 1 | |
| 185652 | 1 | |
| 167000 | 1 | |
| 153504 | 1 | |
| 126685 | 1 | |
| 105700 | 1 | |
| 77195 | 1 | |
| 68978 | 1 | |
| 67619 | 1 |
default payment next month
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1001 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 787 | |
| 1 | 214 | 21.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 787 | |
| 1 | 214 | 21.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 787 | |
| 1 | 214 | 21.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 787 | |
| 1 | 214 | 21.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 787 | |
| 1 | 214 | 21.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1001 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 787 | |
| 1 | 214 | 21.4% |
| AGE | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | EDUCATION | LIMIT_BAL | MARRIAGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | SEX | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | -0.009 | -0.015 | 0.001 | -0.006 | 0.010 | 0.015 | 0.159 | 0.233 | 0.304 | -0.063 | -0.087 | -0.097 | -0.071 | -0.055 | -0.062 | 0.039 | 0.097 | 0.032 | 0.023 | 0.058 | 0.051 | 0.119 | 0.073 |
| BILL_AMT1 | -0.009 | 1.000 | 0.905 | 0.861 | 0.812 | 0.766 | 0.755 | 0.150 | 0.058 | 0.000 | 0.264 | 0.586 | 0.540 | 0.545 | 0.510 | 0.510 | 0.514 | 0.481 | 0.511 | 0.461 | 0.440 | 0.461 | 0.063 | 0.000 |
| BILL_AMT2 | -0.015 | 0.905 | 1.000 | 0.892 | 0.841 | 0.789 | 0.781 | 0.139 | 0.077 | 0.000 | 0.285 | 0.567 | 0.598 | 0.569 | 0.528 | 0.535 | 0.655 | 0.482 | 0.514 | 0.474 | 0.464 | 0.484 | 0.000 | 0.000 |
| BILL_AMT3 | 0.001 | 0.861 | 0.892 | 1.000 | 0.909 | 0.860 | 0.830 | 0.129 | 0.072 | 0.000 | 0.277 | 0.543 | 0.579 | 0.664 | 0.606 | 0.602 | 0.528 | 0.633 | 0.551 | 0.528 | 0.501 | 0.517 | 0.000 | 0.000 |
| BILL_AMT4 | -0.006 | 0.812 | 0.841 | 0.909 | 1.000 | 0.901 | 0.853 | 0.132 | 0.067 | 0.000 | 0.279 | 0.549 | 0.573 | 0.665 | 0.674 | 0.645 | 0.483 | 0.563 | 0.662 | 0.530 | 0.496 | 0.537 | 0.066 | 0.068 |
| BILL_AMT5 | 0.010 | 0.766 | 0.789 | 0.860 | 0.901 | 1.000 | 0.889 | 0.136 | 0.069 | 0.000 | 0.273 | 0.505 | 0.548 | 0.628 | 0.636 | 0.695 | 0.459 | 0.543 | 0.570 | 0.675 | 0.493 | 0.575 | 0.072 | 0.054 |
| BILL_AMT6 | 0.015 | 0.755 | 0.781 | 0.830 | 0.853 | 0.889 | 1.000 | 0.117 | 0.089 | 0.000 | 0.279 | 0.483 | 0.515 | 0.593 | 0.582 | 0.655 | 0.457 | 0.535 | 0.554 | 0.602 | 0.675 | 0.582 | 0.031 | 0.090 |
| EDUCATION | 0.159 | 0.150 | 0.139 | 0.129 | 0.132 | 0.136 | 0.117 | 1.000 | -0.234 | 0.118 | 0.112 | 0.226 | 0.208 | 0.211 | 0.177 | 0.195 | -0.013 | 0.001 | -0.028 | 0.023 | -0.018 | 0.024 | 0.073 | 0.000 |
| LIMIT_BAL | 0.233 | 0.058 | 0.077 | 0.072 | 0.067 | 0.069 | 0.089 | -0.234 | 1.000 | 0.063 | -0.187 | -0.286 | -0.294 | -0.282 | -0.280 | -0.284 | 0.289 | 0.242 | 0.263 | 0.233 | 0.302 | 0.293 | 0.107 | 0.000 |
| MARRIAGE | 0.304 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.118 | 0.063 | 1.000 | 0.047 | 0.045 | 0.056 | 0.063 | 0.050 | 0.054 | -0.021 | -0.036 | -0.047 | -0.023 | -0.062 | -0.042 | 0.053 | 0.000 |
| PAY_0 | -0.063 | 0.264 | 0.285 | 0.277 | 0.279 | 0.273 | 0.279 | 0.112 | -0.187 | 0.047 | 1.000 | 0.526 | 0.472 | 0.425 | 0.396 | 0.401 | -0.101 | -0.059 | -0.045 | -0.019 | -0.019 | -0.009 | 0.000 | 0.377 |
| PAY_2 | -0.087 | 0.586 | 0.567 | 0.543 | 0.549 | 0.505 | 0.483 | 0.226 | -0.286 | 0.045 | 0.526 | 1.000 | 0.799 | 0.709 | 0.687 | 0.649 | 0.061 | 0.127 | 0.178 | 0.125 | 0.113 | 0.158 | 0.000 | 0.256 |
| PAY_3 | -0.097 | 0.540 | 0.598 | 0.579 | 0.573 | 0.548 | 0.515 | 0.208 | -0.294 | 0.056 | 0.472 | 0.799 | 1.000 | 0.790 | 0.721 | 0.680 | 0.250 | 0.071 | 0.175 | 0.174 | 0.159 | 0.178 | 0.000 | 0.253 |
| PAY_4 | -0.071 | 0.545 | 0.569 | 0.664 | 0.665 | 0.628 | 0.593 | 0.211 | -0.282 | 0.063 | 0.425 | 0.709 | 0.790 | 1.000 | 0.837 | 0.770 | 0.177 | 0.288 | 0.160 | 0.214 | 0.190 | 0.235 | 0.000 | 0.221 |
| PAY_5 | -0.055 | 0.510 | 0.528 | 0.606 | 0.674 | 0.636 | 0.582 | 0.177 | -0.280 | 0.050 | 0.396 | 0.687 | 0.721 | 0.837 | 1.000 | 0.818 | 0.144 | 0.256 | 0.321 | 0.158 | 0.199 | 0.250 | 0.057 | 0.234 |
| PAY_6 | -0.062 | 0.510 | 0.535 | 0.602 | 0.645 | 0.695 | 0.655 | 0.195 | -0.284 | 0.054 | 0.401 | 0.649 | 0.680 | 0.770 | 0.818 | 1.000 | 0.158 | 0.255 | 0.275 | 0.345 | 0.165 | 0.278 | 0.042 | 0.140 |
| PAY_AMT1 | 0.039 | 0.514 | 0.655 | 0.528 | 0.483 | 0.459 | 0.457 | -0.013 | 0.289 | -0.021 | -0.101 | 0.061 | 0.250 | 0.177 | 0.144 | 0.158 | 1.000 | 0.461 | 0.516 | 0.474 | 0.485 | 0.458 | 0.000 | 0.035 |
| PAY_AMT2 | 0.097 | 0.481 | 0.482 | 0.633 | 0.563 | 0.543 | 0.535 | 0.001 | 0.242 | -0.036 | -0.059 | 0.127 | 0.071 | 0.288 | 0.256 | 0.255 | 0.461 | 1.000 | 0.542 | 0.582 | 0.524 | 0.498 | 0.089 | 0.095 |
| PAY_AMT3 | 0.032 | 0.511 | 0.514 | 0.551 | 0.662 | 0.570 | 0.554 | -0.028 | 0.263 | -0.047 | -0.045 | 0.178 | 0.175 | 0.160 | 0.321 | 0.275 | 0.516 | 0.542 | 1.000 | 0.538 | 0.542 | 0.557 | 0.036 | 0.000 |
| PAY_AMT4 | 0.023 | 0.461 | 0.474 | 0.528 | 0.530 | 0.675 | 0.602 | 0.023 | 0.233 | -0.023 | -0.019 | 0.125 | 0.174 | 0.214 | 0.158 | 0.345 | 0.474 | 0.582 | 0.538 | 1.000 | 0.524 | 0.575 | 0.000 | 0.000 |
| PAY_AMT5 | 0.058 | 0.440 | 0.464 | 0.501 | 0.496 | 0.493 | 0.675 | -0.018 | 0.302 | -0.062 | -0.019 | 0.113 | 0.159 | 0.190 | 0.199 | 0.165 | 0.485 | 0.524 | 0.542 | 0.524 | 1.000 | 0.554 | 0.094 | 0.034 |
| PAY_AMT6 | 0.051 | 0.461 | 0.484 | 0.517 | 0.537 | 0.575 | 0.582 | 0.024 | 0.293 | -0.042 | -0.009 | 0.158 | 0.178 | 0.235 | 0.250 | 0.278 | 0.458 | 0.498 | 0.557 | 0.575 | 0.554 | 1.000 | 0.015 | 0.046 |
| SEX | 0.119 | 0.063 | 0.000 | 0.000 | 0.066 | 0.072 | 0.031 | 0.073 | 0.107 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.042 | 0.000 | 0.089 | 0.036 | 0.000 | 0.094 | 0.015 | 1.000 | 0.036 |
| default payment next month | 0.073 | 0.000 | 0.000 | 0.000 | 0.068 | 0.054 | 0.090 | 0.000 | 0.000 | 0.000 | 0.377 | 0.256 | 0.253 | 0.221 | 0.234 | 0.140 | 0.035 | 0.095 | 0.000 | 0.000 | 0.034 | 0.046 | 0.036 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 50000 | 1 | 2 | 1 | 57 | -1 | 0 | -1 | 0 | 0 | 0 | 8617 | 5670 | 35835 | 20940 | 19146 | 19131 | 2000 | 36681 | 10000 | 9000 | 689 | 679 | 0 |
| 1 | 50000 | 1 | 1 | 2 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 64400 | 57069 | 57608 | 19394 | 19619 | 20024 | 2500 | 1815 | 657 | 1000 | 1000 | 800 | 0 |
| 2 | 500000 | 1 | 1 | 2 | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 367965 | 412023 | 445007 | 542653 | 483003 | 473944 | 55000 | 40000 | 38000 | 20239 | 13750 | 13770 | 0 |
| 3 | 100000 | 2 | 2 | 2 | 23 | 0 | -1 | -1 | 0 | 0 | -1 | 11876 | 380 | 601 | 221 | -159 | 567 | 380 | 601 | 0 | 581 | 1687 | 1542 | 0 |
| 4 | 140000 | 2 | 3 | 1 | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 11285 | 14096 | 12108 | 12211 | 11793 | 3719 | 3329 | 0 | 432 | 1000 | 1000 | 1000 | 0 |
| 5 | 20000 | 1 | 3 | 2 | 35 | -2 | -2 | -2 | -2 | -1 | -1 | 0 | 0 | 0 | 0 | 13007 | 13912 | 0 | 0 | 0 | 13007 | 1122 | 0 | 0 |
| 6 | 200000 | 2 | 3 | 2 | 34 | 0 | 0 | 2 | 0 | 0 | -1 | 11073 | 9787 | 5535 | 2513 | 1828 | 3731 | 2306 | 12 | 50 | 300 | 3738 | 66 | 0 |
| 7 | 260000 | 2 | 1 | 2 | 51 | -1 | -1 | -1 | -1 | -1 | 2 | 12261 | 21670 | 9966 | 8517 | 22287 | 13668 | 21818 | 9966 | 8583 | 22301 | 0 | 3640 | 0 |
| 8 | 630000 | 2 | 2 | 2 | 41 | -1 | 0 | -1 | -1 | -1 | -1 | 12137 | 6500 | 6500 | 6500 | 6500 | 2870 | 1000 | 6500 | 6500 | 6500 | 2870 | 0 | 0 |
| 9 | 70000 | 1 | 2 | 2 | 30 | 1 | 2 | 2 | 0 | 0 | 2 | 65802 | 67369 | 65701 | 66782 | 36137 | 36894 | 3200 | 0 | 3000 | 3000 | 1500 | 0 | 1 |
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 991 | 200000 | 1 | 1 | 2 | 39 | -2 | -2 | -2 | -2 | -2 | -2 | -200 | -200 | -200 | 0 | 60800 | 0 | 0 | 0 | 200 | 60800 | 0 | 0 | 0 |
| 992 | 140000 | 1 | 1 | 1 | 45 | 0 | 0 | 0 | 0 | 2 | 2 | 39716 | 40799 | 41853 | 44452 | 45433 | 46383 | 1600 | 1600 | 3169 | 1700 | 1700 | 1495 | 0 |
| 993 | 360000 | 1 | 1 | 1 | 38 | 1 | -2 | -2 | -2 | -2 | -2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 994 | 50000 | 2 | 2 | 2 | 23 | -1 | -1 | -1 | 0 | -1 | -1 | 780 | 0 | 780 | 390 | 390 | 500 | 0 | 780 | 0 | 390 | 500 | 18300 | 1 |
| 995 | 120000 | 1 | 2 | 2 | 25 | 2 | 2 | 0 | 0 | 0 | 0 | 113348 | 110119 | 111700 | 83858 | 86434 | 88802 | 0 | 5000 | 3158 | 3934 | 3802 | 2000 | 0 |
| 996 | 100000 | 1 | 2 | 1 | 29 | 0 | 0 | 0 | 0 | -1 | -1 | 94453 | 95860 | 67782 | -2618 | 95748 | 101299 | 3320 | 5000 | 0 | 100000 | 7186 | 0 | 0 |
| 997 | 200000 | 2 | 2 | 1 | 28 | 0 | 0 | 0 | 0 | 0 | 0 | 81865 | 86790 | 8441 | 97041 | 103541 | 3632 | 5000 | 2000 | 89000 | 6500 | 91 | 1504 | 0 |
| 998 | 90000 | 2 | 2 | 1 | 40 | -1 | -1 | -1 | -1 | -1 | -1 | 4989 | -818 | 1114 | 657 | 1332 | 780 | 0 | 2806 | 2256 | 2274 | 780 | 0 | 0 |
| 999 | 360000 | 1 | 1 | 2 | 36 | 1 | -2 | -2 | -2 | -2 | -2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 1000 | 150000 | 2 | 3 | 2 | 30 | -2 | -2 | -2 | -2 | -2 | -2 | 456 | 9664 | 3420 | 2527 | 0 | 0 | 9664 | 3420 | 2612 | 0 | 0 | 0 | 1 |